Discover Awesome MCP Servers

Document Q&A MCP Server

Enables users to ingest PDF/DOCX/TXT/MD documents and ask natural language questions about them, using local embeddings and Groq-powered retrieval-augmented generation.

meMCP - Memory-Enhanced Model Context Protocol

A persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).

GitHub Stars MCP Server

Enables managing GitHub starred repositories with semantic search and RAG-based Q&A, along with optional Gitea backup.

cursor-yougpu-mcp

MCP server for YouGPU REST API that enables GPU catalog browsing, instance lifecycle management (create, stop, start, delete), and balance checking.

IBM Code Engine MCP Server

MCP server for IBM Code Engine — build, push, and deploy containers from Cursor, Copilot, Claude, and Cline using natural language.

whichtool

Enables measuring and reporting which tool a model selects from an MCP server's tool list, without ever executing tools. Provides inspection, trial runs, and confusion analysis to benchmark routing accuracy.

MadeForAI Supply Chain Connector

Enables authorized manufacturing order-intake and supply-chain task management by forwarding requests from MCP clients to the hosted MadeForAI service.

nelly-elephant-mcp

Search and resume past Claude Code conversations via MCP. Reads local JSONL session files, runs locally, MIT licensed. An elephant never forgets.

UI Analyzer MCP Server

Analyzes website UIs using Playwright and provides precise CSS/HTML fix instructions for AI coding assistants like GitHub Copilot and Cursor.

HTML Deploy MCP Server

Deploys HTML pages to an online preview platform and returns a shareable URL via MCP protocol.

Simple SSH MCP Server

An MCP server that gives AI assistants full SSH/SFTP remote operations — session management, command execution, interactive shells, file transfers, port forwarding, and system diagnostics.

ITHZ MCP

Local-first deterministic project memory for AI coding agents, with context packs, decisions, gates, risks, scoped claims and explicit checkpoints in project-owned files.

MCP-RAG

An agentic AI system that orchestrates multiple specialized AI tools to perform business analytics and knowledge retrieval, allowing users to analyze data and access business information through natural language queries.

Paid MCP Server Template

A production-ready template for building monetized MCP servers that require per-call payments via the Mainlayer infrastructure. It provides a structured payment gate that ensures AI agents pay for tool usage before accessing server logic or data.

hr-assist

Enables HR teams to automate routine workflows, such as employee onboarding, through natural language prompts in Claude Desktop.

Shared Whiteboard

Enables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI.

databazaar-mcp

Enables AI agents to discover, preview, purchase, and sell datasets on the DataBazaar marketplace, with tools for search, secure Stripe payments, listings, and seller communication.

Google Maps Contributor Reviews API MCP Server

Enables fetching a Google Maps contributor's review history as structured JSON, including reviewer profile and place details, for reputation research, reviewer vetting, and fraud detection.

LabArchives MCP Server

Connects AI assistants to LabArchives electronic lab notebooks, enabling querying, semantic search, page navigation, and file uploads with provenance tracking.

CURSOR25X

An interactive task loop MCP server for Cursor IDE that enables continuous web application development through a persistent terminal-based task processing system. It automates file management and project operations by processing user input in a continuous loop using integrated Cursor rules.

mcp_server_integration

Scaffolds a custom MCP server with placeholder resources and tools, enabling developers to practice setting up MCP configuration, environment variables, and server implementation.

teleport-docs-mcp

Enables AI assistants to search and retrieve information from Teleport documentation using a vector database. It provides a tool for semantic vector search over pre-populated embeddings of Teleport pages and examples to assist with technical queries.

mcp-db-analyzer

A Model Context Protocol (MCP) server that gives AI assistants deep visibility into databases, inspecting schemas, detecting index problems, analyzing table bloat, and explaining query plans across PostgreSQL, MySQL, and SQLite.

MCP Server Starter Template

A comprehensive template for building MCP servers that expose UI component registries and design systems to AI assistants. It enables users to browse, fetch, and retrieve implementation details from registries following the shadcn/ui format.

SDS MCP

Enables automated project analysis and structured development specification generation. Supports multiple export formats and integrates with AI models for comprehensive project documentation and validation.

yahoo-transit-mcp

Unofficial MCP server for Yahoo! Transit that provides Japanese train route search (including last/first train), real-time service disruption info, and station timetables as MCP tools.

Fast Playwright MCP

Enables token-optimized browser automation with Playwright, featuring batch execution, diff detection, and advanced filtering to reduce token usage by 70-95% while providing LLM-friendly structured accessibility snapshots instead of screenshots.

Loadingplay MCP

MCP server for Loadingplay that exposes its tools via Streamable HTTP, supporting health check and standard MCP endpoint.

ServiceNow FastMCP Server

MCP server that enables LLMs to interact with ServiceNow instances for managing incidents, users, stories, workflows, knowledge base articles, and script includes via the FastMCP framework.